Schematic overview of the cellular and molecular mechanisms involved in the cancer progression, including the proposed cellular and molecular mechanisms in cancer cells trajectory. AT1: alveolar type 1 cells; AT2: alveolar type 2 cells; AAH: atypical adenomatous hyperplasia; AIS: adenocarcinoma in situ; MIA: minimally invasive adenocarcinoma; IA: invasive adenocarcinoma; EMT: epithelial-mesenchymal transition

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Center for Computational Systems Medicine
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Gene summary

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Malignant transformation analysis

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Malignant transformation related pathway analysis

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Cell-cell communication analysis

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Single-cell gene regulatory network inference analysis

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Somatic mutation of malignant transformation related genes

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Related drugs of malignant transformation related genes

Gene: CCNT2

Gene summary for CCNT2

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

CCNT2

Gene ID

905

Gene namecyclin T2
Gene AliasCYCT2
Cytomap2q21.3
Gene Typeprotein-coding
GO ID

GO:0000079

UniProtAcc

B4DH21


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Malignant transformation analysis

check button Identification of the aberrant gene expression in precancerous and cancerous lesions by comparing the gene expression of stem-like cells in diseased tissues with normal stem cells
check button Malignant transformation involving gene list.
Entrez IDSymbolReplicatesSpeciesOrganTissueAdj P-valueLog2FCMalignancy
905CCNT2HTA11_3410_2000001011HumanColorectumAD8.46e-12-4.51e-010.0155
905CCNT2HTA11_2487_2000001011HumanColorectumSER3.43e-05-4.33e-01-0.1808
905CCNT2HTA11_2951_2000001011HumanColorectumAD2.86e-02-5.11e-010.0216
905CCNT2HTA11_3361_2000001011HumanColorectumAD7.46e-04-4.37e-01-0.1207
905CCNT2HTA11_696_2000001011HumanColorectumAD2.48e-11-3.81e-01-0.1464
905CCNT2HTA11_866_2000001011HumanColorectumAD2.18e-08-3.35e-01-0.1001
905CCNT2HTA11_1391_2000001011HumanColorectumAD3.36e-04-3.68e-01-0.059
905CCNT2HTA11_866_3004761011HumanColorectumAD5.61e-08-4.23e-010.096
905CCNT2HTA11_8622_2000001021HumanColorectumSER2.28e-04-5.11e-010.0528
905CCNT2HTA11_10711_2000001011HumanColorectumAD5.74e-05-4.37e-010.0338
905CCNT2HTA11_7696_3000711011HumanColorectumAD4.55e-11-3.75e-010.0674
905CCNT2HTA11_6818_2000001021HumanColorectumAD8.39e-03-4.17e-010.0588
905CCNT2HTA11_99999970781_79442HumanColorectumMSS3.83e-03-2.52e-010.294
905CCNT2HTA11_99999971662_82457HumanColorectumMSS1.96e-07-3.49e-010.3859
905CCNT2HTA11_99999973899_84307HumanColorectumMSS1.83e-03-4.63e-010.2585
905CCNT2HTA11_99999974143_84620HumanColorectumMSS1.52e-11-3.99e-010.3005
905CCNT2A001-C-207HumanColorectumFAP7.59e-04-2.82e-010.1278
905CCNT2A015-C-203HumanColorectumFAP3.70e-21-3.46e-01-0.1294
905CCNT2A015-C-204HumanColorectumFAP7.93e-03-2.19e-01-0.0228
905CCNT2A014-C-040HumanColorectumFAP3.09e-04-4.60e-01-0.1184
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check button Transcriptomic changes along malignancy continuum.
TissueExpression DynamicsAbbreviation
Colorectum (GSE201348)The image shows the transcriptomic changes along malignancy continuum.log2FC in expression of this searched gene in stem-like cells from each diseased tissue sample relative to stem-like cells in normal samples in each tissue plotted against the malignancy continuum. Samples are colored based on if they are from different disease stage.FAP: Familial adenomatous polyposis
CRC: Colorectal cancer
Colorectum (HTA11)The image shows the transcriptomic changes along malignancy continuum.log2FC in expression of this searched gene in stem-like cells from each diseased tissue sample relative to stem-like cells in normal samples in each tissue plotted against the malignancy continuum. Samples are colored based on if they are from different disease stage.AD: Adenomas
SER: Sessile serrated lesions
MSI-H: Microsatellite-high colorectal cancer
MSS: Microsatellite stable colorectal cancer
EsophagusThe image shows the transcriptomic changes along malignancy continuum.log2FC in expression of this searched gene in stem-like cells from each diseased tissue sample relative to stem-like cells in normal samples in each tissue plotted against the malignancy continuum. Samples are colored based on if they are from different disease stage.ESCC: Esophageal squamous cell carcinoma
HGIN: High-grade intraepithelial neoplasias
LGIN: Low-grade intraepithelial neoplasias
LiverThe image shows the transcriptomic changes along malignancy continuum.log2FC in expression of this searched gene in stem-like cells from each diseased tissue sample relative to stem-like cells in normal samples in each tissue plotted against the malignancy continuum. Samples are colored based on if they are from different disease stage.HCC: Hepatocellular carcinoma
NAFLD: Non-alcoholic fatty liver disease
ThyroidThe image shows the transcriptomic changes along malignancy continuum.log2FC in expression of this searched gene in stem-like cells from each diseased tissue sample relative to stem-like cells in normal samples in each tissue plotted against the malignancy continuum. Samples are colored based on if they are from different disease stage.ATC: Anaplastic thyroid cancer
HT: Hashimoto's thyroiditis
PTC: Papillary thyroid cancer
∗log2FC in expression of this searched gene in stem-like cells from each diseased tissue sample relative to stem-like cells in normal samples in each tissue plotted against the malignancy continuum. Samples are colored based on if they are from different disease stage.

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Malignant transformation related pathway analysis

check buttonFind out the enriched GO biological processes and KEGG pathways involved in transition from healthy to precancer to cancer
check button Figure of enriched GO biological processes.
TissueDisease StageEnriched GO biological Processes
ColorectumADGO analysis - Figure of enriched GO biological processes: Top 15 enriched GO BP terms are showed in the bar plot of each disease state in each tissue. Each row represents a significant GO biological process which is colored according to the -log10(p.adjust).
ColorectumSERGO analysis - Figure of enriched GO biological processes: Top 15 enriched GO BP terms are showed in the bar plot of each disease state in each tissue. Each row represents a significant GO biological process which is colored according to the -log10(p.adjust).
ColorectumMSSGO analysis - Figure of enriched GO biological processes: Top 15 enriched GO BP terms are showed in the bar plot of each disease state in each tissue. Each row represents a significant GO biological process which is colored according to the -log10(p.adjust).
ColorectumMSI-HGO analysis - Figure of enriched GO biological processes: Top 15 enriched GO BP terms are showed in the bar plot of each disease state in each tissue. Each row represents a significant GO biological process which is colored according to the -log10(p.adjust).
ColorectumFAPGO analysis - Figure of enriched GO biological processes: Top 15 enriched GO BP terms are showed in the bar plot of each disease state in each tissue. Each row represents a significant GO biological process which is colored according to the -log10(p.adjust).
∗Top 15 enriched GO BP terms are showed in the bar plot of each disease state in each tissue. Each row represents a significant GO biological process which is colored according to the -log10(p.adjust).
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check button Enriched GO biological processes.
GO IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustCount
GO:00457871ColorectumMSSpositive regulation of cell cycle80/3467313/187231.15e-031.12e-0280
GO:00063541ColorectumMSSDNA-templated transcription, elongation29/346791/187231.52e-031.39e-0229
GO:00327861ColorectumMSSpositive regulation of DNA-templated transcription, elongation12/346727/187231.74e-031.55e-0212
GO:00160324ColorectumFAPviral process114/2622415/187233.00e-132.63e-10114
GO:00190804ColorectumFAPviral gene expression29/262294/187232.07e-055.05e-0429
GO:00719003ColorectumFAPregulation of protein serine/threonine kinase activity78/2622359/187233.99e-058.48e-0478
GO:00457872ColorectumFAPpositive regulation of cell cycle66/2622313/187233.66e-044.63e-0366
GO:00327862ColorectumFAPpositive regulation of DNA-templated transcription, elongation11/262227/187235.93e-046.58e-0311
GO:00458604ColorectumFAPpositive regulation of protein kinase activity77/2622386/187237.31e-047.81e-0377
GO:00719022ColorectumFAPpositive regulation of protein serine/threonine kinase activity45/2622200/187237.36e-047.83e-0345
GO:00063542ColorectumFAPDNA-templated transcription, elongation24/262291/187231.32e-031.22e-0224
GO:00336744ColorectumFAPpositive regulation of kinase activity89/2622467/187231.33e-031.22e-0289
GO:00160325ColorectumCRCviral process95/2078415/187233.31e-123.30e-0995
GO:00190805ColorectumCRCviral gene expression26/207894/187237.43e-062.72e-0426
GO:00719004ColorectumCRCregulation of protein serine/threonine kinase activity65/2078359/187234.67e-051.10e-0365
GO:00458605ColorectumCRCpositive regulation of protein kinase activity67/2078386/187231.34e-042.55e-0367
GO:00336745ColorectumCRCpositive regulation of kinase activity77/2078467/187232.42e-044.00e-0377
GO:00719023ColorectumCRCpositive regulation of protein serine/threonine kinase activity39/2078200/187233.20e-044.95e-0339
GO:00457873ColorectumCRCpositive regulation of cell cycle55/2078313/187233.76e-045.57e-0355
GO:0060537ColorectumCRCmuscle tissue development63/2078403/187233.17e-032.78e-0263
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check button Enriched KEGG pathways.
Pathway IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustqvalueCount
hsa03250ColorectumMSSViral life cycle - HIV-123/187563/84656.55e-032.64e-021.62e-0223
hsa032501ColorectumMSSViral life cycle - HIV-123/187563/84656.55e-032.64e-021.62e-0223
hsa05202ColorectumFAPTranscriptional misregulation in cancer45/1404193/84659.19e-033.33e-022.03e-0245
hsa052021ColorectumFAPTranscriptional misregulation in cancer45/1404193/84659.19e-033.33e-022.03e-0245
hsa032509EsophagusESCCViral life cycle - HIV-154/420563/84652.01e-092.17e-081.11e-0854
hsa052028EsophagusESCCTranscriptional misregulation in cancer116/4205193/84652.08e-035.95e-033.05e-03116
hsa0325014EsophagusESCCViral life cycle - HIV-154/420563/84652.01e-092.17e-081.11e-0854
hsa0520213EsophagusESCCTranscriptional misregulation in cancer116/4205193/84652.08e-035.95e-033.05e-03116
hsa032502LiverHCCViral life cycle - HIV-146/402063/84653.25e-051.88e-041.04e-0446
hsa0325011LiverHCCViral life cycle - HIV-146/402063/84653.25e-051.88e-041.04e-0446
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Cell-cell communication analysis

check buttonIdentification of potential cell-cell interactions between two cell types and their ligand-receptor pairs for different disease states
LigandReceptorLRpairPathwayTissueDisease Stage
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Single-cell gene regulatory network inference analysis

check buttonFind out the significant the regulons (TFs) and the target genes of each regulon across cell types for different disease states
TFCell TypeTissueDisease StageTarget GeneRSSRegulon Activity
CCNT2LYMENDColorectumFAPRBM45,EXPH5,STON2, etc.7.15e-02The dot plots of a searched regulon are shown for all cell subpopulations in each disease state of each tissue based on the regulon specific score inferred using pySCENIC and by calculating the average expression.
CCNT2SURFEndometriumHealthyFBXO4,MCM4,HDAC6, etc.4.34e-01The dot plots of a searched regulon are shown for all cell subpopulations in each disease state of each tissue based on the regulon specific score inferred using pySCENIC and by calculating the average expression.
CCNT2LCLungHealthySGK1,UAP1,G3BP1, etc.1.48e-03The dot plots of a searched regulon are shown for all cell subpopulations in each disease state of each tissue based on the regulon specific score inferred using pySCENIC and by calculating the average expression.
CCNT2MENSkinHealthyF13A1,TAOK1,ARRB2, etc.2.00e-02The dot plots of a searched regulon are shown for all cell subpopulations in each disease state of each tissue based on the regulon specific score inferred using pySCENIC and by calculating the average expression.
∗The dot plots of a searched regulon are shown for all cell subpopulations in each disease state of each tissue based on the regulon specific score inferred using pySCENIC and by calculating the average expression.
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Somatic mutation of malignant transformation related genes

check buttonAnnotation of somatic variants for genes involved in malignant transformation
Hugo SymbolVariant ClassVariant ClassificationdbSNP RSHGVScHGVSpHGVSp ShortSWISSPROTBIOTYPESIFTPolyPhenTumor Sample BarcodeTissueHistologySexAgeStageTherapy TypesDrugsOutcome
CCNT2SNVMissense_Mutationc.646N>Ap.Asp216Asnp.D216NO60583protein_codingdeleterious(0.03)benign(0.083)TCGA-AC-A23H-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownPD
CCNT2SNVMissense_Mutationc.2140N>Cp.Asp714Hisp.D714HO60583protein_codingdeleterious(0)possibly_damaging(0.887)TCGA-AC-A23H-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownPD
CCNT2SNVMissense_Mutationrs374605031c.1777G>Ap.Gly593Argp.G593RO60583protein_codingdeleterious(0)probably_damaging(0.999)TCGA-D8-A3Z5-01Breastbreast invasive carcinomaFemale<65III/IVUnknownUnknownSD
CCNT2SNVMissense_Mutationnovelc.893A>Tp.Asn298Ilep.N298IO60583protein_codingtolerated(0.06)benign(0.05)TCGA-E9-A2JS-01Breastbreast invasive carcinomaFemale>=65I/IIChemotherapycyclophosphamidePD
CCNT2insertionNonsense_Mutationnovelc.317_318insCTGTCTTTACTAAAAATACAAAAATTAGCCp.Val106_Ala107insCysLeuTyrTerLysTyrLysAsnTerProp.V106_A107insCLY*KYKN*PO60583protein_codingTCGA-A7-A0CJ-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapycytoxanSD
CCNT2deletionFrame_Shift_Delnovelc.59delAp.Asn20ThrfsTer39p.N20Tfs*39O60583protein_codingTCGA-D8-A27V-01Breastbreast invasive carcinomaFemale<65I/IIHormone TherapytamoxiphenSD
CCNT2SNVMissense_Mutationc.1850N>Tp.Ser617Leup.S617LO60583protein_codingdeleterious(0)benign(0.024)TCGA-JW-A5VJ-01Cervixcervical & endocervical cancerFemale<65I/IIUnknownUnknownPD
CCNT2SNVMissense_Mutationnovelc.923N>Gp.Ala308Glyp.A308GO60583protein_codingtolerated(0.1)benign(0.036)TCGA-JW-A5VL-01Cervixcervical & endocervical cancerFemale<65I/IIUnknownUnknownSD
CCNT2SNVMissense_Mutationnovelc.419N>Cp.Leu140Prop.L140PO60583protein_codingdeleterious(0)probably_damaging(1)TCGA-VS-A9UB-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
CCNT2SNVMissense_Mutationc.398N>Ap.Val133Aspp.V133DO60583protein_codingdeleterious(0)probably_damaging(0.928)TCGA-A6-A565-01Colorectumcolon adenocarcinomaFemale<65III/IVUnspecific5FUPD
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Related drugs of malignant transformation related genes

check buttonIdentification of chemicals and drugs interact with genes involved in malignant transfromation
(DGIdb 4.0)
Entrez IDSymbolCategoryInteraction TypesDrug Claim NameDrug NamePMIDs
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